User Trajectory Prediction in Cellular Networks Using Multi-Step LSTM Approaches: Case Study and Performance Evaluation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3547811
Abstract: User trajectory prediction is a critical component in enhancing network resource management and improving Quality of Service (QoS) in 5G cellular networks. This research addresses the challenge of accurately predicting user trajectories by leveraging two… read more here.
Keywords: cellular networks; user trajectory; performance evaluation; prediction ... See more keywords
Mobile User Trajectory Anomaly Detection via Unsupervised Channel Charting
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Wireless Communications Letters"
DOI: 10.1109/lwc.2025.3620296
Abstract: Joint communications and sensing is a key feature in beyond 5G cellular systems. In this letter, we considered the mobile user trajectory anomaly detection problem using merely channel state information (CSI) and its associated timestamp.… read more here.
Keywords: detection; user trajectory; anomaly detection; trajectory anomaly ... See more keywords
Research on user recruitment algorithms based on user trajectory prediction with sparse mobile crowd sensing
Sign Up to like & getrecommendations! Published in 2023 at "Mathematical Biosciences and Engineering"
DOI: 10.3934/mbe.2023533
Abstract: Sparse mobile crowd sensing saves perception cost by recruiting a small number of users to perceive data from a small number of sub-regions, and then inferring data from the remaining sub-regions. The data collected by… read more here.
Keywords: trajectory; user trajectory; user recruitment; trajectory prediction ... See more keywords